# Byzantine Attack Detection on MNIST Source: [Byzantine Attack Detection on MNIST]() Collection index: [llms.txt]() Data updated: 2026-05-19T07:22:55.229Z Evaluation of model robustness against Byzantine attacks on the MNIST dataset, reporting standard classification metrics like Detection Accuracy and F1 Score. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Byzantine Attack Detection | | Dataset (including any stated split) | MNIST | | Metric | Detection Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Detection Accuracy](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Detection Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Classical MultiKrum | 100 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 100 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 100 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 100 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 100 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 100 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 100 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 100 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO formulation | 95.11 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO formulation | 86.67 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO formulation | 86.67 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO formulation | 85.78 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO formulation | 85.78 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO formulation | 83.11 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO formulation | 82.67 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 81.33 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO formulation | 80.89 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO formulation | 74.67 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 72.44 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO formulation | 71.11 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 69.33 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 66.67 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO formulation | 60 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 60 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO formulation | 60 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO formulation | 60 | Not recorded | 6a0bee88dbc836b87d82c388 | ### Classical MultiKrum Detection Accuracy: 100. Result ID: 6a0c0fb1fbc373592c01b772. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Gaussian Noise","Number of FL Rounds":"30"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 100. Result ID: 6a0c0fb1fbc373592c01b776. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Scale","Number of FL Rounds":"30"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 100. Result ID: 6a0c0fb1fbc373592c01b778. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Targeted","Number of FL Rounds":"30"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 100. Result ID: 6a0c0fb1fbc373592c01b77a. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Clustered","Number of FL Rounds":"30"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 100. Result ID: 6a0c0fb1fbc373592c01b77c. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Same Value","Number of FL Rounds":"30"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 100. Result ID: 6a0c0fb1fbc373592c01b780. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Blatant Lie","Number of FL Rounds":"30"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 100. Result ID: 6a0c0fb1fbc373592c01b786. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Label Flip","Number of FL Rounds":"30"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 100. Result ID: 6a0c0fb1fbc373592c01b78a. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Stealthy","Number of FL Rounds":"30"}. This record does not assert independent reproduction. ### QUBO formulation Detection Accuracy: 95.11. Result ID: 6a0c0fb1fbc373592c01b783. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"ALIE","Number of FL Rounds":"30"}. This record does not assert independent reproduction. ### QUBO formulation Detection Accuracy: 86.67. Result ID: 6a0c0fb1fbc373592c01b779. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Targeted","Number of FL Rounds":"30"}. This record does not assert independent reproduction. ### QUBO formulation Detection Accuracy: 86.67. Result ID: 6a0c0fb1fbc373592c01b77f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Lie","Number of FL Rounds":"30"}. This record does not assert independent reproduction. ### QUBO formulation Detection Accuracy: 85.78. Result ID: 6a0c0fb1fbc373592c01b77b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Clustered","Number of FL Rounds":"30"}. This record does not assert independent reproduction. ### QUBO formulation Detection Accuracy: 85.78. Result ID: 6a0c0fb1fbc373592c01b77d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Same Value","Number of FL Rounds":"30"}. This record does not assert independent reproduction. ### QUBO formulation Detection Accuracy: 83.11. Result ID: 6a0c0fb1fbc373592c01b781. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Blatant Lie","Number of FL Rounds":"30"}. This record does not assert independent reproduction. ### QUBO formulation Detection Accuracy: 82.67. Result ID: 6a0c0fb1fbc373592c01b78b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Stealthy","Number of FL Rounds":"30"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 81.33. Result ID: 6a0c0fb1fbc373592c01b782. [Reporting paper]() Recorded evaluation configuration: {"Attack":"ALIE","Number of FL Rounds":"30"}. This record does not assert independent reproduction. ### QUBO formulation Detection Accuracy: 80.89. Result ID: 6a0c0fb1fbc373592c01b785. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Sparse Lie","Number of FL Rounds":"30"}. This record does not assert independent reproduction. ### QUBO formulation Detection Accuracy: 74.67. Result ID: 6a0c0fb1fbc373592c01b777. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Scale","Number of FL Rounds":"30"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 72.44. Result ID: 6a0c0fb1fbc373592c01b77e. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Lie","Number of FL Rounds":"30"}. This record does not assert independent reproduction. ### QUBO formulation Detection Accuracy: 71.11. Result ID: 6a0c0fb1fbc373592c01b775. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Sign Flip","Number of FL Rounds":"30"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 69.33. Result ID: 6a0c0fb1fbc373592c01b788. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Shuffle","Number of FL Rounds":"30"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 66.67. Result ID: 6a0c0fb1fbc373592c01b784. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Sparse Lie","Number of FL Rounds":"30"}. This record does not assert independent reproduction. ### QUBO formulation Detection Accuracy: 60. Result ID: 6a0c0fb1fbc373592c01b773. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Gaussian Noise","Number of FL Rounds":"30"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 60. Result ID: 6a0c0fb1fbc373592c01b774. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Sign Flip","Number of FL Rounds":"30"}. This record does not assert independent reproduction. ### QUBO formulation Detection Accuracy: 60. Result ID: 6a0c0fb1fbc373592c01b787. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Label Flip","Number of FL Rounds":"30"}. This record does not assert independent reproduction. ### QUBO formulation Detection Accuracy: 60. Result ID: 6a0c0fb1fbc373592c01b789. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Shuffle","Number of FL Rounds":"30"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.